Invest Like the Best with Patrick O'Shaughnessy - Balaji Srinivasan - Optimizing Your Inputs - [Invest Like the Best, EP. 233]

Episode Date: July 6, 2021

My guest today is Balaji Srinivasan, a serial entrepreneur and angel investor. Balaji is known to challenge conventional wisdom, and he lives up to his reputation in this conversation. We discuss a w...ide variety of topics, including advancements in health tracking, ways to evaluate your own information diet, and how technology is driving decentralization and what that could mean for countries, corporations, and individuals.   Before we transition to the episode, if you enjoy this conversation with Balaji, I’d recommend the Ethereum episode on our newest show, Business Breakdowns. You can find that episode and more on your favorite podcast player or at joincolossus.com. Please enjoy my conversation with Balaji Srinivasan.   For the full show notes, transcript, and links to the best content to learn more, check out the episode page here. ------   This episode is brought to you by Canalyst. Canalyst is the leading destination for public company data and analysis. If you've been scrambling to keep up with the deluge of IPOs and SPACs these days, Canalyst has models on Marqeta, Oatly, Grab, and everything in between. Learn more and try Canalyst for yourself at canalyst.com/patrick.   ------   This episode is brought to you by Eight Sleep. Eight Sleep's new Pod Pro Cover is the easiest and fastest way to sleep at your perfect temperature. Simply add the Pod Pro Cover to your current mattress and start sleeping as cool as 55°F or as hot as 110°F. To embrace the future of sleep and get $150 off your new mattress, go to eightsleep.com/patrick or use code "Patrick".   ------   Invest Like the Best is a property of Colossus, Inc. For more episodes of Invest Like the Best, visit joincolossus.com/episodes.    Stay up to date on all our podcasts by signing up to Colossus Weekly, our quick dive every Sunday highlighting the top business and investing concepts from our podcasts and the best of what we read that week. Sign up here.   Follow us on Twitter: @patrick_oshag | @JoinColossus   Show Notes [00:03:30] - [First question] - Thoughts on information diets and how they influence individuals [00:21:37] - Ways to optimize your diet by reading the source material and consuming less news [00:26:40] - Understanding the informational supply chain and tracing data back to the origin [00:41:07] - Modern cities, the nature of a group of individuals, and what sovereignty may mean in the coming years [00:53:52] - Key ingredients and main components needed for a successful startup city [01:11:35] - Social impacts from everyone becoming an investor and how it ties into everything [01:25:49] - Recommendations and a personal prescription for longevity, health, and wealth [01:37:32] - The kindest thing anyone has ever done for him

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Starting point is 00:00:00 This episode of Invest Like the Best is sponsored by Canalyst. Canalyst is the leading destination for public company data and analysis. I'd heard of Canalyst over the past few years and became more interested after meeting the founder and CEO last year to pick his brain about SaaS businesses. Founded by a former byside analyst who encountered frictions in sourcing, building, and updating models, canalyst is now used by over 300 institutions, including the largest money managers in North America and by a number of guests on this show. With detailed company-specific models on virtually every investable public equity, Canales clients are able to react more quickly. If you've been scrambling to keep up with a deluge of IPOs and SPACs these days, Canalys has models on Marquetta, Oatley, Grab, and everything in between. Their pre-IPO models are built as soon as the S-1 hits and include all segments, KPIs, and non-gap figures. If you're a professional equity investor and haven't talked to Canales recently,
Starting point is 00:00:56 you should give them a shout. Learn more and try Canalyst for yourself at Canalyst.com slash Patrick. That's C-A-N-A-L-Y-S-T-com slash Patrick. If you're curious to hear more about Canales, stay tuned at the end of the episode, where I talked to Canalist customer Ryan Cope from American Century Investments to discuss Canalist in more detail. This episode of Invest Like the Best is sponsored by 8 Sleep. Eight Sleep's new Pod Pro cover is the easiest and fastest way to sleep at your perfect temperature.
Starting point is 00:01:25 It pairs dynamic cooling and heating with biometric tracking to offer the most advanced solution on the market. Simply add the Pod Pro cover to your current mattress and start sleeping as cool as 55 degrees or as hot as 110 degrees. It also splits your bed in half so your partner can choose a totally different temperature. I was so impressed after using 8Sleep that I became an investor. To embrace the future of sleep and get $150 off your new mattress, go to 8Sleep.com slash Patrick or use the code Patrick. Hello and welcome, everyone. I'm Patrick O'Shaughnessy, and this is Invest Like the Best. This show is an open-ended exploration of markets, ideas, stories, and strategies that will help you better invest both your time and your money. Invest like the best is part of the Colossus family of
Starting point is 00:02:12 podcasts, and you can access all our podcasts, including edited transcripts, show notes, and other resources to keep learning at join colossus.com. Patrick O'Shaughnessy is the CEO of O'Shaughnessy Asset Management. All opinions express by Patrick and podcast guests are solely their own opinions and do not reflect the opinion of O'Shaunsi asset management. This podcast is for informational purposes only and should not be relied upon as a basis for investment decisions. Clients of O'Shaughnessy asset management may maintain positions and the securities discussed in this podcast. My guest today is Bologi Shrinivasa, a serial entrepreneur and angel investor. Bollagy is known to challenge conventional wisdom and he lives up to his reputation
Starting point is 00:02:58 in this conversation. We discuss a wide variety of topics, including advancements in health tracking, ways to evaluate your own information diet, and how technology is driving decentralization, and what that could mean for countries, corporations, and individuals. Before we transition to the episode, if you enjoy this conversation with Bellagy, I'd recommend the Ethereum episode on our newest show Business Breakdowns. You can find that episodes and more on your favorite podcast player or at JoinColossus.com. Now, please enjoy my conversation with Belaji Shrinivasa. So biology, I think the best place to start is with three interesting concepts that you've been thinking about more recently, the first of which is information diet. I love this concept. I devote my life to this concept as well, like what goes in determines a lot of what comes out.
Starting point is 00:03:45 Why did you get interested in this? What does information diet mean to you? What are you doing about it? For a long time, I've been interested in genomics and metabolism and things like that. I did my graduate work in the space, and I taught bioinformatics at Stanford, and I started a genomics company, and so I've been interested in health for a long time. And there's an interesting study many years ago, and there's been follow-ups on it since, just saying you are what you eat. I mean, you don't really think about this, but when you eat something, it's literally incorporated into your body. And if you were smart about it, you might be able to track and say, okay, when you eat this piece of chicken or this lettuce or what have you, where are those lipids, those carbohydrates,
Starting point is 00:04:24 those proteins, et cetera. Where are those incorporated exactly? Does it go to your eye? Is it just all diffuse? Does it gravitate towards particular things or what have you? And so there's interesting studies that have been done on exactly this where they're trying to track where it ends up deposit. Obviously, easier to do in animals and it is in humans.
Starting point is 00:04:41 You literally are what you eat in the sense of your body is reconstructed by this stuff. And that intersects obviously with genetics and intersects what we know about biochemistry and metabolism and pharmacogenomics and nutrigenomics, which is like the response the body, you know, you might be a caffeine, fast or slow metabolizer, alcohol, faster slow metabolizer. Okay, all those things. So I'm interested in that for a long time. And more recently, we've started to get better quantified cell stuff. Some people have said, oh, IOT, that's a bust or whatever. It's not really because it's something which it actually is working. It's just working in the domain of health. And I mean, actually, a lot of home devices now, by the way, are IOT
Starting point is 00:05:18 ovens and stuff like that and IOT coffee things that refill your coffee. There's like a thing. called endless or something like that. Bottomless, yeah, I'm an investor. Yeah, it's funny because it's just like relatively few things that are purchased as much as that. And anything you can take off your plate is often worth it, just the attention aspect for at least some people. It seems like a gimmick, but then it's also like, okay, why do we have an LED on the screen
Starting point is 00:05:40 of something? At a certain point, the computation becomes basically free, the internet becomes free, and so IoT stuff is happening. Okay, so recursing back up. So the fitness stuff, there's the whoop device, there's an ura ring, there's a Fitbit, there's Apple Watch. And these things have really become a big thing, especially in the wake of the pandemic, because some of these things are actually monitoring devices that studies are showing
Starting point is 00:06:01 that you can get like early warning on things. We're starting to equip them with more and more stuff. In fact, this would have happened five or ten years ago. The Apple Watch was actually nerved by the FDA. It would have had things like blood glucose meters and so on. We've been able to do this non-invasively. I've seen demos of this where back in 2013, 2014, there's a company, I think, Sano Intelligence, and one of their lead people was recruited by Apple.
Starting point is 00:06:22 actually. And they had a device where I could wear it and it basically felt like Velcro. And the thing is, it wasn't pricking the skin. You weren't seeing blood spread out like in a blood test, okay? But essentially what it was doing was it had something which essentially was getting into the skin enough under sort of lipid bilayer there that you're able to actually do non-invasive monitoring of stuff. We start to know what's going on in our bodies. We know what's going on in Bangal or Budapest, but not in our bodies. We have information on the other side of the world, but not something that is like half a foot away. We don't know what's going on subcontaneously. It's actually this amazing blank spot on the map. It's like back in the 1990s, there was this concept of getting lost.
Starting point is 00:07:01 You don't get lost anymore. You've got GPS. Now you never don't know your location. In the future, you will never not know your infection. This is one of the few good things about the whole COVID thing is enormous effort is being put into various kinds of non-invasive diagnostics and monitoring and all that stuff. So now what you can start doing is you can start seeing cause and effect for your diet. You can start eating something and you see it spiking your levels health or your freestyle Libra or some other device like this that you're wearing that's monitoring your blood glucose. You can see that you're resting heart rate spike. You can see when you've got a good night of sleep or not. You kind of know this stuff kind of intuitively, but tracking it over time is actually very valuable.
Starting point is 00:07:42 You hit what you measure. What are we optimizing today? Twitter likes. That sucks. You know, it's funny. People say that we have nothing in common around the world. Well, every politician in the world, every politician in the world, every, celebrity is optimizing their Twitter likes or their followers or what have you. I think for those of us
Starting point is 00:07:58 who have something like math or something else like that, it's a primary metric. This is not your all-encompassing metric. You know, it's maybe top 10 or something like that, but it's certainly not number one. But for those people for whom it is number one, this is just like this mind-melting kind of thing because you're just optimizing popularity, which is benefiting Twitter. It's just rows in their database. It's not benefiting you that much. There's some benefit out of it, but not that much, especially on the anger and rage that comes out of getting attention sometimes. We just talked about diet, talked about the cause and effective diet when you've got the SIOT stuff. Now let's apply that stuff to information diet.
Starting point is 00:08:29 Currently, there's that saying, right, if it bleeds, it leads, and you can expand it. If it enrages, it engages. Legacy media and social media profit from Fight Club. Two people just go at it over some stupid polarizing article, and they might agree on 85, 90% of other things. They might live in the same community. They might know each other from work or church or whatever, but they just go at it over this thing, which frankly, neither of them would even have thought to bring up, but it's optimized for being polarizing. It's Slate Star Codex calls like a scissors statement. So, a Cesar Statement, which is something
Starting point is 00:09:00 which is obviously true to one party and obviously false to the other, which basically is like a natural selection process where media companies and social media companies are constantly sifting and selecting effectively for scissors statements because they're so enraging and therefore engaging. And so what happens in this fight club, whatever, it's a thousand clicks, 10,000 clicks, everybody watches, fight, fight, fight, fight. Someone win, someone loses, but most of the time, both lose, because both are harmed in this environment, but who gains? Twitter gains, the Times gains. They sold ads. Doesn't matter. Made money, right? The issue here is, I think of it as analogous to our diet diet, because over the last 50, 60 years, as restaurant culture has become
Starting point is 00:09:43 more and more and more mainstream, you've gone from having family cooked meals where the person who was your food provider, was also your health care provider, to outsourcing all of that, to capitalistic entities that are not actually economically aligned with you. And so therefore, it's Coca-Cola, it's sugary foods, it's unhealthy foods that are delicious that get you to eat more, that's huge portion sizes, but you pay later with diabetes or disorders of metabolism and so on and so forth. And it's really something where it's in externality. People have talked about it's like Fiat food, like how the food pyramid is just totally
Starting point is 00:10:18 upside down and it tells you eat all these carbohydrates and grains, when actually that should be the thing you avoid to the maximum extent because we're showing it causes inflammation, causes type two diabetes. There's this gift of the obesity epidemic. Google that sometimes. It's from Slate. It's almost 10 years ago. And it's frightening because it actually looks like an epidemic, a true epidemic. Could it be, by the way, partially microbiality cause? Sure. Could it be that this era, you know how in previous eras you're seeing the show Madman? We kind of wince when you were supposed to wince when, like, they're smoking all the time. pregnant woman smoking a cigarette. I haven't seen the show, but I saw like a few episodes.
Starting point is 00:10:51 I don't remember all the episodes. The director knows enough about modern culture around smoking, that they can kind of pan to a shot where the audience would go, you know, they're smoking a lot. Yeah, that looks like a really smoky room. What are they doing to their health? But guess what? If the drugs at that time were nicotine and alcohol, like maybe to a greater extent sometimes, I'll come back to that point. Nicotine is drug at that time. Sure, nicotine is dropped off. but we're juicing ourselves with sugar with caffeine and with whatever the dopamine stimulus slash rage stimulus. We're doing that.
Starting point is 00:11:25 We're dosing ourselves to the absolute max on that. This is a sugar, caffeine, and social media society. Have you ever seen that book? I think it's apocryphal. Okay, I'm not sure if it's actually true, but it's interesting. If it is true, you could probably, you should do what I call independent confirmations. This book that claims that the Nazis were really on meth, that was laced through a bunch of things in their society.
Starting point is 00:11:44 That splines a lot, why they're so angry. So I don't know if that's actually true. I thought it was like a funny thing I saw in my peripheral vision, worth diligenting and double checking. That's a general thing, by the way. I think lots of things in social media are insistent repetition rather than independent replication. In cryptocurrency, we have this concept of independent confirmations.
Starting point is 00:12:04 You don't just approve a transaction right away. You wait for six independent confirmations, there's cryptographic checks and so on and so forth. A lot of our mechanisms for information dissemination have advanced over our mechanisms for information verification. But fortunately, they are on a screen. They're in a database. They're electronic. So maybe some of the truth can catch up to the lie, even though it's getting its boost on
Starting point is 00:12:25 the cryptographic truth, curating your information diet more. Okay. So now pulling it all together. Basically, just like you can see the cause and effect, you eat that cookie and you see your glucose spike or what have you. I think we're going to start to be able to see the cause and effect where you see this content. It's coming in through your eyes. It's coming in through your ears. And you see your heart rate spike. With the right analytics, you can see whether or not your biochemistry is moving
Starting point is 00:12:48 in a positive or negative direction. You can actually see the effect on your body itself. Obviously, if people see like a disturbing image or something like that or a stressful text or something, you'll see it. You'll see it in the analytics if you've got enough analytics. What we also want to look at is a long-term effect. That is to say, what if you started to think about what would men's health look like in the era of Fitbit? What would Bloomberg look like if it was something which was measured by, did this stimulus of content improve your portfolio over time? What would it look like if you had learning content and you saw whether or not you actually retained that with like tests of mnemonic media? So this is a completely different model for media because right
Starting point is 00:13:27 now media is based on page views, prestige, and profit. So page views is obvious, just sheer popularity, 10 million clicks, whatever. Prestage is a little less obvious. That is popularity among the establishment. You're going for Pulitzer's. That's a very small group of people that all clap each other on the back and are less and lesser representative, not just of America, but of the world. And then the third is profit, so short-term profit. Because COVID happens, a lot of newspapers, subscriptions are getting sold. Wow, you need to be glued to the news. Again, if it bleeds, it leads. There's an incentive for conflict. And given that legacy media corporations constantly interrogate everybody else's incentives, constantly paint them in the worst possible. light, it's worth asking what their incentives are. There's actually an incentive. If it bleeds, it leads. Well, that means there's an incentive to make it bleed. War reporting, is it causing the wars? Is it inflaming? Well, we know that that did happen with the Spanish-American war. William Randall Hurst, the yellow journalist basically was like something like, you give me the papers and I'll furnish the war, or something like that. I'm probably butchering the quote. But we know
Starting point is 00:14:30 that there's at least one guy who basically started a war to sell papers. And we know that war reporting juices things, conflict juices things. So if these guys make more money in situations of conflict, that's actually bad. That's something that should be interrogated. We should be tracking that. Paul Graham actually had a plot from a few years ago, which showed that starting in 2013, the New York Times in particular, started juicing their content with all these sort of woke words. With the right analytics, we can just see that they just juice the sugar content of their articles. They suddenly just put in all these enraging words. One reason why may be that the Washington Post had just got and bought in 2012 by Bezos.
Starting point is 00:15:09 Legacy Media was down on one knee. Google and Facebook were going vertical. Have you seen the graph of print media disruption? Yeah. So from 67 billion down to 17. The media is really on the back foot. And whereas this paper going to get sold for scrap, Jack Schaefer actually had an article at the time saying that the Saldberger family,
Starting point is 00:15:26 which owns the New York Times, isn't interesting, by the way. We hear so much about Zuckerberg and Kalanick and Dresen, all the founders in tech. But most people cannot name the owners of media companies. I argue the reason for that is it's not so much that the owners of media companies get positive coverage is that they get no coverage. We are told that Zuckerberg, for example, exerts editorial controller or Facebook. Bernat really focused on Salzberger, who exercises indirect controller of the New York Times by appointing the editor-in-chief and the CEO who fold up into the publisher.
Starting point is 00:15:56 The thing is, like, look, scrutiny is good, but these are media corporations. They should be scrutinized just as much as tech companies are for their editorial decisions for their personnel, for their conflicts of interest, for their incentive structure. Just to digress on this topic for a bit, many things that tech companies are attacked for. For example, there was an article a while back by Swisher and the New York Times attacking Zuck for having dual-class shares. A few more years earlier, there's an article by Jonah Serra celebrating the Salsberger's for what? Having dual-class shares.
Starting point is 00:16:25 It is something where it's like wildly inconsistent. You know, these folks will attack you for having ad trackers or whatever while fissuing their site in ad trackers. This is classic Russell conjugation. Dual class is bad when Zuckerberg does it, but good when Salzberger does. It's like a true rip in the matrix where only somebody who like just reads all this stuff and I catalog all of it. I was going to say it's crazy. I mean, just look at these two next to each other. Look at these two next to each other, right? 2012 article, how punch protected the Times, 2019 article text dual class stock. Let me just talk about this topic for a second, Russell conjugation. I know I'm popping the stack, digressing on things,
Starting point is 00:17:00 will come back up. Eric Weinstein has actually helped popularize this. And at first, it seems sort of like just a fun observation. So it comes from Bertrand Russell, and he observes that I sweat, you perspire, but she glows. The same concept can be gift-wrapped in positive or negative connotation as one sees fit. Now, the thing about this is, and this is a non-obvious thing, Russell conjugation is actually a way to embed an org chart in language, a hidden org chart. Okay, let me explain what I mean. First, when you think about power, power is fundamentally a double standard. That is to say, A can do something to B, but B cannot do it to A. That can be an explicit opt-in double standard. For example, you as an employee, you join a company, you report to the CEO, you as a private, you join the military,
Starting point is 00:17:50 a general can tell you what to do, but not vice versa. In such a case, the right to exit to leave the company bounds the control the CEO has. And in theory, you can also eventually leave the military, though, you lose some rights upon signing that contract, but there is a tour of duty or what happened. The point is, though, that that double standard is consciously opted into by both sides for their mutual benefit, to win the market, to win the war, et cetera. Okay, one can critique these hierarchies, but they're explicit and they're opted into. There's a different kind of thing, which is an implicit hierarchy, where someone can do something to you and you cannot do it to them, but it's not acknowledged explicitly. For example, you cannot help dual class stock, but the New York Times
Starting point is 00:18:30 company can. And it is gift-wrapped in opposite-sounding language. Now, once you kind of look for this, you'll see it a lot. You harass, but they hold you accountable or clap back. You are doxing, but they're investigating. He doxes, she leaks, they investigate. So the thing is, the same action, documents were obtained versus hack documents were pulling. put on the internet illegally, those are two different ways of the knife went in, like super passive voice description versus active voice putting a spotlight on it. These are all linguistic tricks that effectively embed an org chart in the conversation. Another example, like with the COVID stuff, there's so many aspects of this, but when you talk about the lab leak, you are a paranoid
Starting point is 00:19:18 conspiracy theorist, et cetera. Once it's acknowledged by the establishment, well, scientists say, so on and so forth. And so this is like government by gerund. It is power by participle. It is basically org chart by adjective. It is essentially an org chart that's embedded in the language. And who is allowed to use what word and what is considered salient in a given situation is something there. Now, what we're really doing here, by the way, is we're sort of deconstructing deconstruction. Foucault and these guys who are actually like the roots of much of the woke stuff happening online, We can go deep into wokeness if you care or not. A lot of that actually does have an important kernel of truth to it, which is that
Starting point is 00:19:59 one can find that there are power relationships in society, language can deconstruct. There are assumed defaults that really aren't universal defaults set by the laws of physics, but they're just imposed by some society at some point in the past that we've inherited today and we don't think about too much, and that you can attack them with language and deconstruct them. And this is true, but you can also deconstruct deconstruction itself. And when we have doing that is to actually look at the double standard and the use of language, pointed out, actually have a table of it. I'll give you another example, by the way, of this language double standard.
Starting point is 00:20:33 So in 2019, there was an amazing one, which was YouTube, MIT back to back. The making of a YouTube radical, this was June 8th, 2019, the making of YouTube radical. And then it's like, want free speech in Russia, try YouTube. Now, when do you think that article came out? Like the next week or something? Six-day. There's literally in like the same paper. They screwed up the propaganda engine. And essentially, these are like rips in the matrix. Individually, this argument can work. But once you see them side by side, you're like, wait a second, this is not a universalist argument. It's a tribalist argument.
Starting point is 00:21:08 It is arguing that media tribe should have power. And that's really what it is. Media tribe should have power and tech tribe should not. Media tribe can have dual class doc. Tech tribe cannot. Or in the case of YouTube, YouTube should not be broadcasting content that Media Tribe does not want in the United States. But overseas, YouTube and Media Tribe are aligned from now. So go ahead and broadcast content. Is absolutely nothing to do with free speech? Is absolutely nothing to do with corporate governance? Is everything to do with the Leninist, who whom? And that's where the org chart is embedded in the language. It's the Russell conjugation. If you apply this back to the information diet concept, I think everyone listening will say it makes a lot of sense that the information going into your
Starting point is 00:21:45 brain is similar to the food going into your body. And with a tighter feedback cycle or measurables, we probably would change a lot of what we consume. I'm wearing the whoop or the levels or whatever. It's amazing. Like very quickly, you're like, oh, I'm not going to drink at night anymore because it blows up all my measurables. And just like the food pyramid, you don't spend that long investigating that to say this should be inverted.
Starting point is 00:22:05 And there's like an 80-20 Pareto thing where like if you just stop with the grains and the sugar, like you get a lot of the benefit. Is the same true here? Like if you just stopped reading the news entirely and just like red source material, let's say, or like research material, would that get the vast. majority of the information diet benefit, in your opinion? In general, I feel that the most constructive criticism is to build the alternative. Yes, deconstruct the establishment, use every verbal, technical, monetary, et cetera, weapon. I think that's actually extremely important,
Starting point is 00:22:36 but build something better. It's incumbent to build something better. See media, we criticize media, how do we build something better? So first, on the information diet, one very important concept, which I'm going to try to explain to your viewers, maybe they already know it, maybe some of them are very familiar, but then some may or some are unfamiliar, is a concept of like on-chain proof. Are you familiar with this? Somewhat. Enough, but explain it.
Starting point is 00:22:57 Okay. For example, a few weeks ago, Vitalik Bitaran donated a huge amount of these so-called dog tokens to COVID support in India. And on chain, you could actually see it. You know when someone would show you an unbelievable tweet and you say, like, is that real? And you'd go to Twitter.com to that user and try to scroll to see if Twitter.com loaded it for Why? Because anybody can kind of Photoshop a tweet, and if it's truly unbelievable, you're like, is that real? I have to actually go and check. And how do you check? Well, the non-technical way of doing is you go to Twitter.com and you go to that.
Starting point is 00:23:28 And it's basically, it's like you're looking for Twitter.com to give a digital signature that says this is authentic. Yeah. Okay. Now, with blockchains, it is sort of similar where one thing that's incredibly important that most people don't really think about that much, but it's very, very important for the future of the world, this multi-hundred billion dollar sector, the hundreds of billions of dollars in Bitcoin stored on the Bitcoin blockchain, nobody really disputes who has how much BTC. I've mentioned this before, but whether Democrat or Republican, Israeli or Palestinian, Chinese or Japanese, groups that have had conflict in the past, in the present even, they're not disputing who has how much BTC. That is actually something where we've got global consensus on truth. This is also the case for other sufficiently decentralized blockchains, like who has how much Ethereum. The actual amount, the raw numbers are not in dispute. Now, the thing is that that can actually be extended, not just to who has how much BTC,
Starting point is 00:24:20 but everything in finance, who has what stock, who has what bond. Once you can gain consensus on a byte, you can gain consensus on a stream of bytes, and you can gain consensus on a data structure of bytes. and it's not a completely straightforward extension, but conceptually, basically all of finance, everything that can be represented digitally can be put into this form. And that's what Defi is and what it's going to become. You may be familiar with this. But then you can go further and you can have other kinds of facts that start getting put on chain. Some of these rely on some reporter, some oracle from off-chain putting the data on the weather channel is digitally signing and saying,
Starting point is 00:24:54 this is the temperature in Poughkeepsie. Or Fitbit is digitally signing and saying, this was your heart rate at this time. Why would you want to do something like that? Well, first, you wouldn't necessarily want it all be public on-chain. You might have it encrypted such that it's there, but it's basically nobody can view it other than you, just like random bites to others, you know, only you or those with the so-called viewing keys can view it. But now here's what you can do. If you have, and you can start this centralized, by the way, it doesn't need to be on-chain. But if you have the next men's health and all your readers have, let's just say Fitbit or Apple Watch, you can see what the cause effect of your content is.
Starting point is 00:25:30 You don't just put out like some, here's great abs or whatever. You put it out, let's say it's like, here's how to improve your diet, and you actually see what delta there is on weight for these people. You actually start tracking something completely different, which is the reader's benefit. And of course, you can just trust Fitbit to report these metrics to you. And that might be fine, is it be one of this because it's non-trivial. Okay, just the concept itself is like a new concept for basically all health magazines, all diet magazines could immediately go over to this now that there's enough trackers out there.
Starting point is 00:26:00 The V2 of it would be that it's put on chain. So therefore, it's not just Fitbit reporting it, but it's like harder to falsify. Not impossible. The reporter, as I mentioned, could still falsify it, but the metadata is hard to falsify. It's harder to mess with. And so the reason I see that is lots of media companies are very competitive about analytics. They don't trust this guy's metrics. How are they overstating it?
Starting point is 00:26:19 Are your video views understood or overstated? Metrics are important and hygiene around them is important. And so eventually, I think these metrics kind of go on chain. for anything that you're basing big decisions on. Do I want to invest in this company or that company? Well, this company is showing a better improvement on chain in the metrics, the health metrics, the finance metrics, et cetera for its readers in this other company. It's all making me think the bias should be on the information diet stuff towards information where the perspective of the source isn't a big part of the information.
Starting point is 00:26:54 you're after basically like almost like raw data or unprocessed information. So actually there's a few different things. One is we're able to interrogate the information supply chain all the way to the origin. Just like your physical supply chains, we can interrogate that all the way back to China. And actually, that's very important nowadays. The information supply chain, you see it in the media, and that comes from a government study that's based on an academic study that's based on a data set. There was this concept in academia of reproducible research. This was big when I was a grad student.
Starting point is 00:27:23 And in reproducible research, the idea is you don't just publish a PDF, okay? You also publish the code and the data underpinning that. Just in the same way a webpage is templated from a database. You're familiar with that. Hi, it's Patrick. That comes from a database, right? In the same way, you have underlying datasets that underpin your scientific study, and the code generates the charts, the graphs, and you also have the text interspersed.
Starting point is 00:27:43 There's various tools for doing this. In R, there's something called Sweave. In Python, there's like notebooks. There's something called distilled.pub, which is a format for doing this. But the reason to do this, the reason it's called reproducible research is, at least for anything that's on the computer, this allows a grad student or another researcher to see exactly what you did. You don't need to explain to them that you chose this or that parameter to make this plot. And they can actually go and do independent diligence on it. They can say, hey, was your stuff really robust?
Starting point is 00:28:11 Was it flat in this parameter range? Or is actually hypersensitive and you sort of cherry pick something? All that type of stuff is transparent for the skilled practitioner when looking at the code. You can wrap it in another function and drive it with new parameters. And most importantly, you can actually replicate the research by importing it and running it on your computer. Maybe you have some pseudo-random seeds that you said at the beginning, but basically you can replicate it.
Starting point is 00:28:32 So anything on the computer, you can replicate. This is reproducible research. There's another concept called Open Access, which says basically every article that's being paid for by public funds should be public. And we made progress towards this over the last 20 years. The Public Library of Science, they actually had a video in 2003 talking about this. There's actually an article that I put up at SemtiTwan.com called Crypto SciHub talking about this. Your readers can take a look at that.
Starting point is 00:28:56 But essentially Open Access says if it's public research, fund of a public funds, it should be public. I basically agree with that. But publishers have essentially gone in the way, though there's been steady progress in open access. You combine these things and you get this concept of what I'm calling truly reproducible research, where it's not just that some of the code and data is out there some of the time or that the papers are open access some of the time, but rather that you publish the code and the data and the PDF on chain, such that you get a truly permalink, you get the ability to not just cite the paper, you get the timestamps so you can prove you were first, which is important in like academic culture. You have libraries on chain that other people can import. And you also have a actual academic supply chain where you can trace the etiology, the origin of a fact or an assertion all the way through the literature. And there's a famous paper that actually did track something, like this all the way through the literature and found it was just something that just got repeated. It was some like medical nostrum that actually didn't really have that base of evidentiary support
Starting point is 00:29:54 where when you tracked all the back, you couldn't find the raw table. Is this like the spinach thing where they fat fingered the amount of iron in the spinach and it got propagated like forever? It might be that like iron and spinach. It's something along those lines. But it's basically something where if you think about it, right, all the partial differential equations and so on of physics, Maxwell's equations or Newton's laws, which are, are not PDs, but ODs, typically.
Starting point is 00:30:18 Those are continuous equations, which you really could only learn by effectively scatter plots. That is to say, for example, famous inclined plane experiment, you roll a ball down. You're just checking whether or not what parameters affect the time that it gets to the bottom, right? The height of the inclined plane, you know, how smooth you make it and so and so forth. You're just collecting data in a table and you make a graph, which is dot, dot, dot, and it's that interpolation, which is the continuous equation. So every equation that is written in a paper underpinning it is a data set. It might be a data set from 50 years ago, but that curve is discrete at the root level.
Starting point is 00:30:57 Like somebody collected measurements that led to this. Now, it could be that it's somebody like Faraday who's like this incredible observational genius and Maxwell who could put together these sort of observations in this paper and that paper without a full data set. He could do it from the verbal. But most of the time, even that, by the way, is going to be like, if X, then Y. Like, you can make it in a table. I observed this, this happened, right? The thing is, if we have this, right, if we have what I
Starting point is 00:31:19 describe, where the papers are on chain, the code and the data notches of PDF, and the citation graph is on chain, and the import graph is on chain, such that when you're using somebody's older paper, you're importing it. This is a big project, but it's a finite project. It's like Wikipedia. In theory, you could go and do this. You could take whatever million papers that have actually been important and have been cited. You could one by one put them on chain. You could use Syhub to do it. I'm not going to do that, but you could. Syhub is basically like the bittorn of science. Publishers didn't free the papers. So this bold person called Alexandra Elvachian did, and she's like running it out of Kazakhstan or some random place. But it's ridiculously popular in
Starting point is 00:31:59 academia because you can just paste in the URL and get back the PDF immediately. Very popular doing COVID when the public needed access to this stuff. It starts to show, okay, what could happen if all this stuff was just burst free out of the paywall. One thing I've thought a lot about is what does a crypto SciHub look like, and a CryptoSci Hub might align incentives such as the publishers also made money by putting all their papers online. I'm all about aligning incentives, if at all possible. It's one thing to deeminate the publishers is bad. They've got a business model. They need deed. Okay, I mean, they're making a lot of money, but whatever. Can we align interest? If we can figure something like that out, that attacks the problem at base because our
Starting point is 00:32:39 entire society is based on, quote, science, why a government study, why is this regulation, because science? Why do this? Because science. Well, what is that science? Well, some of it is, quote-unquote science, or just some dumb study that appeared last week, and some of it's truly fundamental science, and we're equating the two when they're not, and the way to distinguish them as a number of independent replications, and if the stuff is on chain, then we can start to do that. This relates to another concept I have, which is, at first, it seems like a trivial or weird statement, but the only thing more prestigious than science is math. And they're not normally juxtaposed, but I would say math greater than science. There's a trivial
Starting point is 00:33:14 sense in which that's true, which is theorems or theorems. Math is pure in a sense that science is, you know, essentially approximate. Math is greater than science in another respect, which is when I talk about independent replications, it's not realistic to expect everybody to have inclined planes and vats and reactors and bubbling alchemy type stuff, chemistry sets or whatever at home for everything. Scientific government is expensive. So how are people supposed to to replicate stuff. Well, yeah, they don't have all the scientific equipment, but you know what they do have? Computers.
Starting point is 00:33:44 So they have all this mathematical equipment. So you can run billions and billions and billions of calculations per second. So you might not be able to replicate the experiment, but you can certainly replicate all the calculations after the raw data set is put online. That's interesting. This is also, by the way, the reason that cryptocurrency exists. If you listen to the economic scientists, quote unquote, like the Nobel Prize, you know, I'm going to get the exact term, right? Nobel, Memorial, Prize, and economic sciences.
Starting point is 00:34:14 There's a bunch of economics, Nobel's who have denounced Bitcoin. I think it's Krugman, Stiglitz, Murdin, Schiller. And it poor, Cimueve that say, and yet it moves. Bitcoin's moving. Yeah, I know the price is down now, but who cares? Whatever, 100 billion from zero. Like, it's clearly changed the world. Every potentate knows about it. It's legal tender now in El Salvador. It has transformed the tech industry. It has led to all these billion-dollar companies. It's obviously a big deal. And yet these guys, their theory would say it doesn't work.
Starting point is 00:34:45 It shouldn't work. It can't work. It should be banned. These are basically like the Soviet scientists in the late Soviet regime who had all gotten the Stalin prize. They also had their economic pseudoscience. Some of the stuff like Kantorov's work on some of the linear algebra was math and was actually portable outside the regime.
Starting point is 00:35:00 But most of it was just Marx's clap trap that was obviously false once the regime collapse. And actually a lot of, I think, American macroeconomics, Western macroanomics, will be seen like that because it's, quote, economic sciences. It's not economic mathematics, which is what cryptocurrency is. Just to delve into that for a second, then we'll pop all the way back up. In physics, you can do experiments. In chemistry, you can do reproducible experiments. Even in biology, you can do reproducible experiments. There's human subjects, regulations of its humans. Medicine makes it harder, obviously. You know, there's all these ethical constraints that we have to abide by, of course. But you can do experiments. You can say case control, this person,
Starting point is 00:35:34 got this, this person got that. Even microeconomics, which is about assemblies of humans, you can do experiments, the theory of the firm, you can vary prices, every startup is in a sense experiment. All the advice that Paul Graham and Ben Harwoods and so on give out is effectively stuff that you can abide by or not and see what happens. So microeconomics is also subject to experiment. Macroeconomics, until very recently, was not subject to experiment. Basically, for the most part, the only thing you could know about macroeconomics is communism didn't work. In a similar spirit, if the whole ramshackle structure of contemporary macroeconomics vanished into thin air and the field had to be reconstructed from scratch, the sentence which
Starting point is 00:36:11 packs as much of the discipline into few as possible words might be, governments are not households. Not communism doesn't work, but governments are not households. Do you know what he means when he says governments aren't households? He means that unlike near households, they don't need to balance their budgets. They can print money and deficit spent forever. You know, there's this famous quote actually from Paul Krugman, Fiat money is backed by men with guns. It says that to Joe Wisenthal in Business Society or several years ago, right? That gives a different vantage point on the pronounceance of macroeconomists.
Starting point is 00:36:40 They're more like priestly dictates than genuine science, priestly dictates backed by men with guns because fiat currency, fiat money is backed by men with guns. So now, rather than like the Nobel Prize in economic sciences, like the Nobel Prize in economic religion, instead we have Nakamoto Prize in economic mathematics, where rather than take the word of these economists, on how well the economy is going. For example, in 2004, Bernanke gave a speech on the so-called great moderation at Jackson Hole, just opening this up, he said, I want to just quote this because it's actually pretty amazing. So this is official Federal Reserve speech. February 20, 2004, three years before financial crisis started getting underway before it really hit.
Starting point is 00:37:23 One of the most striking features of the economic landscape over the past 20 years or so has been a substantial decline in macroeconomic volatility. Several writers, on the topic have dubbed this remarkable decline in the variability of both output and inflation, the great moderation. So essentially, it's like this victory lap on something, which is now we know completely and totally wrong. Actually, the entire economy is going to gyrate in three or four years from then. We're still in like this QE infinity, which we're not even calling QE anymore. We're calling MMT. We're like just printing all the money. And if you're in the middle of this incredible crazy thing, which is absolutely not the great moderation. Some of the things that we are
Starting point is 00:38:01 calling sciences are insufficiently rigorous, but now, as I mentioned, we have to have a better alternative. So what's the alternative? Well, crypto economics, mathematical economics, based on mathematics, says you don't need to trust Bernanke on the great moderation. You do not need to trust the CPI, the consumer price index on inflation stats. In fact, I'm going to probably fund a prize on inflation stats, actually, just like a decentralized shadow stats version of that. Totally on chain, smart contract calculating it. Price is great from all these. websites like MIT's Billion Prices Project, but on-chain. So it's fully reproducible, and it's more transparent. And you can customize it to your own personal basket of goods.
Starting point is 00:38:39 So now you can see whether the inflation is actually happening or you're being gaslighted about it. This, I think, is a major application of crypto, I can come back to it. The thing is that rather than trying to trust, okay, the great moderation has happened or inflation isn't happening or everything's under control and the stress tests have worked at the banks, well, you can actually run the entire economy on your laptop. You can replay with Bitcoin. You can replay the history of an economy on your laptop from T-E-E-E-E-E-E-E-E-E-E-E-E-E-E-E-CATO-ZE-E-E-E-CRE. It is something where that also every edge has metadata on it, something like chain analysis, for example, which is mixed in the sense of it, it is basically surveillance on the blockchain. But in theory, you could
Starting point is 00:39:20 know what those things, many of those edges were for, like was at a wire or was that purchased on an exchange. And so the thing that previously was just sort of this abstract thing that's captured in whatever, Solo's growth equation or something, is now it's a data structure and a solar growth model, right? What I mean by that is you think about in the late 90s, there was a constant of six degrees of separation. And that was this kind of vague thing, fun thing, party trick, whatever, right? And then it became something very concrete with the social network, an actual data structure, a graph where you can do all a pair shortest paths. That's an algorithm. It's very expensive algorithm, but there's ways of bringing down the computation to actually
Starting point is 00:39:58 determine what the shortest path is between any two parties and whether it's really six degrees or whether it's 5.7 on average or whether it varies based on time and space or all these other conditions. So something that was just sort of this abstract thing became a data structure. It's not a public data structure until decentralized social media where the graphs are actually open. I'll come back to that. But now the economy is similarly subject to inspection. The crypto economy is on chain. It's transparent. We can all calculate our own inflation stats. We can determine whether volatility is increasing or decreasing and not simply take the pronouncements of priests for this. We have decentralized it. This is a thing that goes really back in Western civilization for a long
Starting point is 00:40:38 time. The establishment becomes ossified and incompetent. You break glass and decentralize. That's what Luther did. Basically break glass, decentralized like the Catholic Church doesn't have legitimacy, we're going to decentralize. And that's what Bitcoin is. It basically says, break glass, take the power away from these institutions that no longer have our trust, decentralize it, pull it back. Obviously, There's a lot of technical details associated with something like that. It's not a trivial thing to do. This starts to give a sketch of what economic mathematics looks like
Starting point is 00:41:05 rather than quote economic sciences or economic priesthood. If I had to sum it up back, like you said, we've gone a lot of interesting directions. The notion of information diet is as much about verification as it is about, like, what actually goes in. And if you just blink or squint and look out, I don't know how long it's going to take to do all this, but let's say 10 years or 20 years or 50 years or something,
Starting point is 00:41:26 that everything's going to get much more personalized and much more based on relevant outcomes for the individual, whether that's health or mental well-being or blood glucose or whatever and provable. So it kind of begs this interesting question about, I don't know whether it's sovereignty or what the right word is, if the promise of decentralization and provability of information is better outcomes for the individual, I'm really interested in how you think about collections of individuals and modern cities. I don't know how else to put that. Okay. So first is one thing I just observed the other day is Twitter bios.
Starting point is 00:42:05 They used to be something like, I'm Patrick, 32, I like the Steelers. Now, that was like the 2000s. How is it, right? Father, husband. Yeah, yeah, yeah, yeah. Stuff like that. That's right. And increasingly what they've become are emojis and hashtags signaling tribal affiliation.
Starting point is 00:42:20 I'm with this gang, don't F with me, here's what I believe, go away if you don't like it, and so on and so forth. That's the most salient kind of thing. So first of all, why that arises is because Zuck and Dorsey and so on, they did connect the world. You essentially went from something where the geographic distance was primary to something where the geodesic distance was primary. That's to say, the distance between two people on the surface of the earth is becoming less and less material than their distance in a social network. And that distance, by the way, is a distance metric. You can do cloud cartography on this. It's something that satisfies all the qualities of a metric. You can do graph layouts and all that stuff. And the point of this is once you start thinking about
Starting point is 00:42:59 distance in a social graph, well, nation states have borders and those were formed over lots of wars and conflict over time to get groups of people who mostly agree because they're physically close to each other. They share culture. And because they share culture, they can have the same laws. And now that's all breaking apart because you are closer intellectually, culturally, morally to somebody thousands of miles away than you are to your next-door neighbor, who you may not even know if you're in an apartment complex. That is the great fragmentation that's happening. And so what I think that's going to be resolved by is at first digital borders. So that's what these hashtags are. It's like, I'm part of this group, you're part of that group. It's like taking this graph and coloring it with
Starting point is 00:43:42 ideologies. And then what's going to happen is there's going to be great migrations. This is already kind of happening. SF to Miami is like V0.1 of this. Collective migrations. The collective bit is important. This is what I call the concept of crowd choice. Essentially, there's lots of things where you can take the 20th century version and just put it online. There's paper and then you can scan it. There is university offline you can put into Coursera. There's cash and you can have PayPal. But really, we want to do is the full digital version. So PayPal goes to Bitcoin or the scanner goes to a digital text file. So essentially, when you're talking about collective decision making, the obvious thing to do is,
Starting point is 00:44:21 hey, we vote offline on paper, let's vote online digitally. That's like the scanner. Some places do that, Asonia does that, whatever. But a different way of thinking about it is, hey, the mobile phone is this absolutely incredible device and enables all kinds of things. Can we think about collective decision making better? In particular, America is not just shaped by democracy, but by capitalism and by migration, all three forces, voting with your ballot, with your feet, and with your wallet, all three forces.
Starting point is 00:44:46 And so what does that look like if we actually start thinking about it in a different way? And we say, okay, so in terms of collective decision-making, what if we optimize for the amount of consent? If you think about it, why is democracy considered legitimate? Because it's about the consent of the government. They have consented by putting in this vote. But we currently are in a 51% democracy rather than 100% democracy because that consent is the barest scraping of the bar, right? I mentioned this before, but it's like a Fosbury flop. And you're just barely getting over the bar as opposed to clearing it healthily.
Starting point is 00:45:19 And so it's not a mandate. What happens is basically if there isn't consent, you have to use coercion. So the guys who have 51% crack down on the 49%. They lose two points. And it's just like the seesaw back and forth. And that's what we've seen. So instead, how do we use the internet and the new tools we have, given that the old ways are falling apart? And then people are just trying to scramble, like, make America great again, or for the East Coast or trying unions or whatever, to try to prop up these failing media companies. And these are just like echoes of a distant past, rather than leaning into what the future looks like and what the new technologies are. So what would that look like? Well, it looked like you have a group that is your true group
Starting point is 00:45:55 appears on social media, not your physical group around you. Those are really just your co-spacialists. Your co-ideologists are actually your true group that say your neighbors often, you just don't know them. You don't know them anywhere near as well as you know the people. online, who are your friends or your enemies or whatever, but you know that. So you take your friends who you know online and you group together and you basically say, okay, the thousand of us or 100 of us are going to move collectively. Even 100, by the way, is a lot. And you appoint a leader and you basically crowd fund a pool of funds to collectively fund the move. And at 100 people, maybe you can get the mayor of a small town to like roll out the welcome wagon. At 1,000 people,
Starting point is 00:46:34 especially if it's like a thousand software engineers, that's like $100 million a year, let's say at $100K each. And that's remote revenue. You can do that anywhere now, okay, very big. Those thousand software engineers can all collectively move to a city and actually make a big dent. $100 million of extra income being spent locally is a big deal. And we start getting to $10,000. Now you're talking a billion ARR.
Starting point is 00:46:56 That's huge for most places. So the point is you can start actually collective bargaining with governments. So this is a concept I call the network union. So 1729.com has an article on this. And the idea is it's like a union, except you don't just represent somebody in a labor dispute. You can do that. But it's a network union where it's got a union leader and they do daily positive
Starting point is 00:47:17 actions for their union members, which could be something like, hey, this person got a deplatform from a fintech or media company. We're going to all tweet together or lobby to get them back. Or this person was covered poorly, unfairly. We're all going to get that person's back. or we all want to do something together like we want to buy masks together, or we want to have community goods such as like a homeschooling teacher for us. Many of these things can be done online, but many of them, like the homeschooling thing,
Starting point is 00:47:45 if you have somebody, a few people around Robin that are like the community school teacher, these are things that are easier if they're in person. And now that everything is remote and now that Starlink has made the remote arbitrage possible, Starlink arbitrage is like this huge thing, sell city by country. I tweeted that a year ago. I think that's still definitely accurate. Blue cities are seeing an exodus. They just hit peak blue or whatever.
Starting point is 00:48:06 Lots of red states are seeing an exodus or influx. And they're also, by the way, passing a lot of interesting tech and crypto laws like Wyoming, Texas, Florida, Colorado, Nevada, so on and sort of. They're again doing interesting things there. So you're having this corrective where folks are moving, and the next step, I think, is for them to start moving together. This is the concert of crowd choice. The idea here is optimizing for consent because everybody, exceeds to it. There's a leader, so they organize in a hierarchy. There are funds. They're managed on chain because they're on chain. They're sovereign. You can decide how sovereign you want to be,
Starting point is 00:48:40 but it's definitely yours. I say that mayor, who you do the deal with can't just seize all the money out of your bank account when you land on their side. That will become a more and more important consideration. Just the fact that it can't be done means that it's not contemplated. Like you just put it out of reach and, you know, let me not get any fancy thoughts on this money by the community. And I think crowd choice starts to be an intern and native form of governance. where if you don't like it, you can opt out. You leave that hierarchy, you join another network union. And so this is optimizing for consent. It's optimizing for choice. It's optimizing for collective goods. It's optimizing for competition so that there's choice of government. I think the very first
Starting point is 00:49:19 version of this is we're starting to move from the two-party system to the N-city system. Do you know what I mean about that? Yeah, roughly, yeah. What we're now seeing, which is good, I think overall, is SF versus Miami versus Austin, versus Wyoming, versus this, versus that. And ideally, what that does is it reduces Democrat versus Republican within the cities and now pit cities against each other competing in a more aligned way, which is way better because then you don't have people attacking each other within the city limits. It's just kind of a war of words between cities. That's the ideal. Now, of course, this kind of stuff can escalate to Athens versus Sparta or whatever. But basically, we've got a long way to run before then, going from just a choice between two parties to end different cities
Starting point is 00:50:01 with genuinely distinct governance and genuine feature sets. Miami is really pro-crypto and other places aren't. Some places are going to be pro-drones. Mark Andrews and I talked about this several years ago. I have a bunch of tweets on this, but basically Mark has an article at that time also on Make Detroit Drone Valley, essentially meaning don't try to compete on Silicon Valley for what it was good at. This is like seven or eight years ago, which is software. Now Silicon Valley itself is in the cloud, But anything physical or anything that's regulatory jurisdiction can distinguish itself by having a regulatory regime that's favorable to cryptocurrency or to drones or to robotics or to 3D printing or what have you, that kind of stuff.
Starting point is 00:50:40 So one aspect of the collective thing, which you mentioned, is crowd choice. I think it's a critical concept. It's a very important concept. It's really the realization of Tebow sorting. So Charles Tebow, you know, everything you ever come up with some scientists. Nothing new under the sun, yeah. Yeah, nothing to under the sun, right? In fact, actually, this is one of my theorems or premises, observations.
Starting point is 00:50:59 Every ideology has been around since the beginning of time. What changes is the technological feasibility. In this sense, technology is the upstream driving force of history. Libertarian ideas have been around for a while. They're becoming more feasible thanks to blockchain. Centralized, you know, ideas like communism becoming less feasible thanks to internet and blockchain in some ways. You can argue they're becoming more feasible thanks to UBI and seizures of funds and so on. But I think in the huge fight that's going to ensue this decade between these two forces,
Starting point is 00:51:25 I do think decentralization ultimately wins, but it'll be a long, multi-generational thing, potentially in a huge drag-out fight. Okay, so one concept of collective kind of decision-making is crowd choice where you're optimizing for consent rather than desiccated, obsolete structures from 250 years ago that were devised when people had pen and paper. Some of the principles are there. They're not contending with how the internet has pitted people against each other to figure out how to make the internet align people together.
Starting point is 00:51:54 This new stimulus has pushed people. it's a new geography fundamentally. The other aspect, the other thing I think a lot about other things, but with the collective stuff is imagine a basketball game where every single person, every player, only saw their own score. There was no team score. They saw how many shots they had, how many points. Nobody knew who was winning the game.
Starting point is 00:52:14 Now, that is basically Twitter. People who think they're on the same team are really just Twitter maximalists. They're optimizing likes and follows. I mean, if they have some offline binding, like there's a company or. or there's a cryptocurrency or something aligning them, that's different. And they'll come back to that. But other folks who are, quote, advancing in ideology often find themselves in fighting because they don't have proper on-chain metrics. They're playing Twitter's zero-sum status game and consciously or not angling for, like, influence within a movement or within a tribe,
Starting point is 00:52:42 as opposed to like delivering benefits to the community or provable on-chain actions that show that they actually did something. They made some sacrifice, proof of, quote, actual work. So an alternative thing, which is interesting, is think about what would a social network look like with collective dashboards, where you had a group of people who the status gaining thing in the community banned some metric that the entire community agreed was valuable. Now, we have a model for this. It's enterprise sales. When a startup, within a tech company, you have a sales team, which is a bunch of individuals.
Starting point is 00:53:11 It's true. But everybody's looking at the big board where who's putting on the sales, which everybody knows benefits to everybody and pays people at least their base salary and comp. That's one model. Of course, a sales team can be competitive. But there's other models as well, like looking at how many conversions, were on the website. Like the entire company can kind of look at that and see, is that going up?
Starting point is 00:53:28 Is that going down? Is it trending in the right direction? And so on and so. It's a collective metric where many people can drive towards it. One thing I think a lot about is how do we make team sports for social media? Video games are also like this, by the way, good video games, you know, capture the flag. You know when your team is one and your team has lost.
Starting point is 00:53:43 Social media is not like this. It's completely individual. But I think collective social media combined with crypto is very, very interesting because you have on-chain approval metrics. You start to do things. So I totally follow the green. granularity with which we can affiliate with other like-minded people, not just in terms of what we're interested in, but also in terms of like the system settings, the rules of the game that we want to
Starting point is 00:54:03 live within, and that cities are one really interesting unit where there are specific rules or standards or norms that are set. And that where we're probably heading is cities that are ever more specifically catered to one affinity group or collection of affinity groups. And I guess the question it brings to mind for me is like, let's say I want to start, and I kind of do, let's say I wanted to the town in which I live, the world's beacon for people that have a certain set of attributes that I care about. I want to attract as many people as possible. What is the playbook in your mind there for cities that will do that successfully? What are the ingredients or the dimensions that matter most for creating a, I'll call it like a successful affinity town or city? So this is a huge area,
Starting point is 00:54:47 startup cities. I'm writing a book that has lots of stuff in this. Let me give a sketch. I'm going to read a tweet that I had last year, which I think is being influential. How to start a new city. Build a community in the cloud, organize the economy around remote work, enforce laws with smart contracts, practice in-person norms of civility, simulate architecture and VR, eventually crowd fund territory and materialize city into the real world. And the key is to go cloud first land last, build a community first, don't worry about real estate. That can be solved once you have sufficient numbers of people with aligned values. Negotiate a deal of the state to buy land in the middle of nowhere with specified laws.
Starting point is 00:55:25 So that's like the true de novo approach, where you have total root access to everything. It's like Burning Man. You just pick something in the middle of nowhere. And I think that's worth doing. The more middle of nowhere it is, the less people can complain about it. You should actually do drone overflight or something beforehand, put that on chain and show that you really did build it from nothing. Because when you do build it, they're going to be like, what would you take it from or
Starting point is 00:55:46 or you've got all these iPhones from nothing or whatever. So that's a de novo approach. If you don't want to do total de novo, then what I would say, here's one model. I think actually influencers will become mayors, will become governors, will become presidents, but first do that online. So say, build your community online, which you've already done to some extent, set up a network union where you can do that in a spreadsheet. It's just an org chart where you have, I don't know, a few lieutenants. It's like hiring. Do you want to make it a company? You can make it a company if you want. what you do is you conceptualize, okay, what benefits could we provide collectively to the P.O. Shog subscribers. For example, maybe more analysis of this or you try and figure out what the
Starting point is 00:56:28 community service kind of thing is. You start providing that digitally. You include that with the subscription. Those five people get recognition for doing that. Maybe there's more dues that are paid that go towards them and supplements their income. You start building the organization in the cloud this way. you build a hierarchy, and then you start having people move out one by one. And the critical concept is you are basically like mayor for life of this town. And if they don't like it, which is totally reasonable, they can exit to another town and join another hierarchy at whatever level TBD. If they want to be the founder, they can do that. If they want to be one of the first whatever executives, you know, they can do that. If they want to be the equivalent of employee number 5,000 and just go into a built
Starting point is 00:57:09 environment, they can do that as well. And so they can dial up or down their risk tolerance and people can move back and forth between founder and employee and executive as they see fit. But critically, what you're doing is you have a digital structure for this that's based on something which we know works, namely an org chart from a company where there's no unaccountability. You know, in a real way, by the way, hierarchy, a strict hierarchy minimizes bureaucracy. Because if you have, let's say, an org chart where there's five people who fold into you and five people who fold to the next guy and five people who unfolds into that person, and you have, So then any person has maximum like three people to go through to get a decision made because it's 555, right, like this.
Starting point is 00:57:46 And so that scales like 5Q, right, 125 people. So the minimum number of people who can stop you from doing something is the degree of bureaucracy. The more people who can stop you who have like government by veto, even Ezra Klein has actually noticed this government by veto, strict hierarchy minimizes bureaucracy. Now, what's interesting is, by the way, if you think about what I'm saying, this strict hierarchy, this digital hierarchy that's been built, is quite different. from some other things. Two other things are out there. One is this idea that, oh, we have elections and there's a ceremonial mayor and whatever, right? And two, the idea of total decentralization where there's no leaders. Both those cons are in vogue, but I think this is the practical critique to both of them. It is a critique to the idea of just having a ceremonial mayor because, you know,
Starting point is 00:58:30 I've got another article at 1729 called Founding versus Inheriting. The short version is that the East Coast, And by the way, you may have some East Coast listeners and so sort of. I'm not actually... Yeah, yeah, just generalizing, yeah. Yeah, yeah. What I'm talking about is a certain institutional state of mind. There's insurgents on the East Coast and there's institutional people on the West Coast. And in fact, a lot of people on West Coast have actually left the West Coast now.
Starting point is 00:58:52 In Silicon Valley itself is now very institutional. So this is something where rather than East Coast versus West Coast, we could call it Fiat versus Crypto, because crypto is going to be synonymous with kind of the tech disruptor soon if it isn't already. Basically, let's call it this sort of fiat mindset is actually. actually one of inherited institutions. So inherited wealth is obvious. It's like Rockefellers whatever. Just inheriting money that whatever great-grandfather earned for them. Inherited companies is something else. So like Salzberger inherits it from New York Times company from his father, who inherits from his father, six generations back. By the way, there's very
Starting point is 00:59:26 few tech companies that are past father-to-son that I can think of. Bezos built his company from scratch. All of this stuff is new money as opposed to this generationally old money. Again, an interesting point that in all the critiques of tech and so on just seems to have been missed somehow, you know, in a thousand articles, right? This is why, say, like, looking at their founders and owners as well is very important because it's not going to be reported in their paper. That's what is not shown really often. You know, it's like Bastiad's constant seen and unseen is what is unseen that one can
Starting point is 00:59:53 infer and you can see on the side, but just in a different context. He is talking about economically. I'm talking about it informationally, but it's analogous. Okay, but coming back up. So it's not just that you inherit a fortune. It's not just that you inherit a paper, a newspaper, or, an institution. That's obviously not just Sellsburg, it's Murdoch, inheriting it from his father and so on and so forth. And I'm not saying, by the way, inheriting is necessarily bad.
Starting point is 01:00:15 Obviously, there's people who inherited things who are totally fun. But where things do start to get bad is inheriting institutions that one could never have built from scratch. What I mean by this is the current mayor of whatever city in the U.S. could not have organized, usually, the police force from scratch. The current president or the last president or the last president before that or whatever, or not picking on any particular person, could not have organized the U.S. military from scratch or all of these departments. That's a massive beast. That's like a George Washington level figure to organize a Federal Reserve for all its flaws.
Starting point is 01:00:46 And I think we need to build an alternative to it. Alexander Hamilton built a federal reserve and it powered the U.S. through to present day, even if we, I think, you know, need to replace it with something better. Those kind of people did walk the earth. In fact, they still walk the earth. Vitalik and Satoshi did Ethereum and Bitcoin. Those are at the level, I think, and the fullness of time will be looking. at as comparable to what Hamilton did, if not even more important, like with Bitcoin,
Starting point is 01:01:09 Bezos organized Amazon's logistics infrastructure, which, if you've heard the saying, you know, about the military, right? Amateurs talk tactics, professionals talk logistics. I think if Bezos was tasked with it, he could probably be a military commander, since a lot of it is out of strategic mind, all that stuff. So those people do walk the earth, but they're founders, not inheriting things. So the folks who are inheriting these institutions have inherited something they can never build in the first place. And the reason that's important, again, this article found.
Starting point is 01:01:34 versus inheriting at 1729.com goes into this, just kind of my place for essays. The reason this is important is, let's say you've got an error, and they inherit a factory that's cranking out widgets, and then it's the air is air, and two or three or four generations down. They just cash the checks. They come in ceremonial, hey, oh, it's founders. Hey, how's it going? And they've got some professional manager who's just cranking out the widgets, and there's no immediate signal of anything being wrong. Widgets are coming out, profit is coming in, it's all fun. Then something like COVID hits, some huge shock. The factory has to be turned from making widgets to making masks.
Starting point is 01:02:07 Now, those professional managers have no idea how to do this. That's the kind of edit that only the founder could make. By the way, a lot of Chinese factories did exactly this. They switched over to making medical equipment and so on, totally different things. They're making chairs. They go to making medical supplies. They figure out how to move the tools around. That changed the system can only happen if one has intimate understanding of the technical,
Starting point is 01:02:28 business, financial realities of that entity. So the point is that this error was repeating. They could not create. This is the same as somebody who grows up in a household and they may hear a language, but they can't speak it. There's cultural artifacts that surround them and they kind of copy them, but they can't create them from first principles. And if you cannot create, well, that's read-only culture. You can't actually rebuild. You can't reinvent in a crisis. And that's what happened to America. All people could do is out slogans. The only people who did anything, in my view, were the folks who cranked out vaccines, and that's basically what saved the bacon. The state was essentially incompetent at every level from police failing and fire failing to the CDC and the FDA failing to state, local and federal governments failing. It was just wild incompetence. It's not a first world versus third world anymore. It's like ascending world and descending world. It's like just descending world levels of competence. It's like Detroit declined, this great thing that's now like basically a ruin,
Starting point is 01:03:31 There's some rebirth there in Detroit, but that's basically what's happened. And San Francisco's incompetence and sickness has spread to all these other cities with homeless encampments and poop on the street and needles and mentally ill people who are not getting treatment, attacking people in the streets and so on and so forth. That is spread. That is moustacized. This wildly incompetent state, expensive and wildly incompetent state, is basically run by people who are ceremonial.
Starting point is 01:03:55 They don't actually know how to run it. They are optimized, crucially, for legitimacy, but not for competence. Why legitimacy? They do have legitimacy because they were elected. That's a known process, but not for competence. And so often people are caught between, oh, I want democracy, I want somebody who's legitimate, who I feel like I voted for, you know, and so on. And someone else is like, oh, actually a dictator is better. And by the way, the dictator will not necessarily be competent, but at least they're like, at least there's a chance of competence. They'll be able to make decisions, cut through all this fluff, et cetera. And so you get a tug of war between people who think
Starting point is 01:04:29 legitimacy and competence are necessarily opposed. Of course, the 49% didn't feel this person was legitimate. And that flips the last four years, it was one party that didn't think it was legitimate. Now the next four years is the other party. And legitimacy and competence are thought of as being in opposition. But the founder combines both because why are they legitimate? Why is Zuckerberg the CEO of Facebook? Because he founded Facebook, started in a dorm room. And every single person who joined Facebook, who signed up as an executive, who invested in a there was a series of deals that he did, each individually beneficial with literally three billion people, some of them obviously through intermediaries where it's like sign up at the website,
Starting point is 01:05:08 but every trade, he made that person better off. And after billions and billions and billions and billions of trades, he is where he is. So it's just like billions of bilateral trades like this. And that power was built up over time. It was not built up all at once. It wasn't just one day, you know, no one would have said, okay, give this 20-year-old person the keys to a three billion person. communications network that is beyond anything ever seen in history. Beyond, by the way, David Cameron, while back the prime minister of the UK, appeared on a video chat with Zuck. And I was thinking at the time,
Starting point is 01:05:38 I was like, this is the leader of a tiny 60 million person social network talking to the leader of a three billion person or one. It's kind of funny. And yet, there's something really true there. Like, Zuck actually has power that he hasn't even flexed, which is to say, I mean, you're ever seen the movie The Lawnmore Man? No, I've never heard of it. So this is from the 90s. And basically, It's about like this guy who is given like super intelligence. It's like about an AI that occupies his body. He's just like a random lawnmower man. He becomes a super intelligent creature that's kind of like term near what's kind of.
Starting point is 01:06:06 But there's a scene in it towards the end where basically he had said earlier in the movie that when he truly escapes, when the AI escapes from the lab, it'll make all the telephones in the world ring at the same time. So they think they've killed them or whatever, right? And at the end, what happens is like closing credits, because back when there were landlines, right, it wasn't cell phones or every telephone just starts ringing. around the world. And the thing is, Zuck hasn't even flexed that pinky finger. He has lawn more man level power. He could literally make all three billion phones in the world show a push
Starting point is 01:06:37 notification. He could speak in tongues. He could put whatever he wanted in the feed. He has more reached than Ziz Jinping and Biden and Cameron and every president of every country combined and more engagement. How many people tune into the state of union versus coming to Facebook every day? It's got to be like 100x the number. And yet he hasn't used that power, partly because, and this is important, his viewers kind of don't want him to use that power, or they're diffident about it, or they didn't really sign the social contract to let him use that power. They just signed up for something to communicate with their friends. They didn't sign up for something where Zuck is their leader. So he's not really the leader leader leader. He's like the leader of the platform, but he's not
Starting point is 01:07:15 the leader of the people, but somebody else could be. You could set up a new platform, which was premised on X is the leader and people fold in a hierarchy. And if you don't like it, that's totally fine. But there's a thousand others like this and you can go and found your own or what happened. There's a leader and they make hierarchical decisions. Because think about the difference in Zuck with Facebook employees versus Zuck with Facebook users. Within the company, it's a strict hierarchy. You join and basically you're doing what Zuck wants either directly or indirectly. Orders are given, not like in a peremptory way like do-dos or whatever. I mean, maybe if there's an emergency, but for the most part, if your CEO, you learn very quickly that you can't use the I'm
Starting point is 01:07:53 CEO card very much. You have to persuade. These are people with options. These are talented people. You have to say why it's important and you have to be willing to take feedback. All that stuff is very important for true leadership. Basically, it is a hierarchy within the company where people will essentially do what he wants them to do. It's completely different on the platform where people just know about and do anything. There's no direction. It's all intropic. All these particles moving different directions, but it doesn't have to be. There's no upper limit to the scale of a network union. Your diamond, your triangle, your hierarchy could scale out. So this, I think, is a really interesting way to think about social networks, not just the social graph, but the social tree,
Starting point is 01:08:27 not simply the social network, but the network union. And the network union, the way I define it is it's a social network with a hierarchical structure, a defined leader, an integrated cryptocurrency, and a sense of purpose. Why an integrated cryptocurrency? Because that gives wealth creation. That gives smart contracts that can be signed by all the people. That gives rule of law. That gives wealth accumulation. It gives provable statements. It gives unchain metrics.
Starting point is 01:08:52 It gives lots and lots of things people don't even really fully realize. It gives encryption so you can do encrypted messaging between yourselves, blah, blah, blah. It's basically like the stuff that actually turns a community into something real online. It gives you borders. It gives you everything. And a sense of purpose is very important. Why are we doing this? How do we take all these entropic particles and focus them on something?
Starting point is 01:09:10 Why Patrick's city? One way of thinking about this, by the way, just to linger on that entropic point for a minute. You know the term entropy? Entrys are all the particles scattering in every direction versus work in one direction, you know. And if you go to Hacker News or you go to Reddit or you go to Twitter with this new set of spectacles and you just look at it and you're like, wow, that's entropy. That's 30 different links. Every day I'm just like throwing random things in my head, 30 different things because we have a novelty bias as humans. This is new. This is new. Twitter is new, et cetera, right? What there isn't is like a bias towards actually learning things.
Starting point is 01:09:46 You have a higher order goal sometimes, which is I want to learn, I don't know, elixir. Now, to be clear, I'm not saying there isn't a role for serendipity, but I think we are over serendipitous, you know, so to speak. We're over novelty seeking. We're not optimized for result seeking. Do you know what the K-armed bandit is? So the one-armed bandit, you know, slot machines. The K-arm Bandit comes from a decision theory where basically that you've got a row of slot machines, K of them, okay, and you've got to find that budget, and you want to figure out what your strategy is for exploration versus exploitation. So this is something where the tradeoff is, let's say, for example, there's just two machines. And the first one, when you put in a dollar,
Starting point is 01:10:25 it gives you back 50 cents, but one out of 100 times gives you $5,000. The second one, when you put in a dollar, it gives you back 75 cents, 50% of the time, but $2 the other time. I'm just thinking of the numbers. I don't, you know, I have to actually work it out. But the point is that first one is something where if you explore it, it might just look where you're constantly losing money. You have to actually stick with that for a long time before you figure out, whoa, this is the one with the jackpot payoff and it dominates the other one. So you have a finite budget also because that exploration is itself costly.
Starting point is 01:10:56 Because it's a really good mental model I use to think about business opportunities, about allocation of time, and so on and so forth. So Twitter or Reddit or Hack or News is like this totally random jackpotty machine where I'm not saying you don't look at it at some other time, but I'd like that. to see what if we tried to allocate more of our time towards non-entropic media? Making it just as engaging and so on, it's engaging you on the upward arc of your life. You're gaining muscle, you're losing fat, you're learning things, you're earning money, you're accomplishing things that are of genuine value to you rather than just getting mad and clicking things which are
Starting point is 01:11:30 just value to the legacy media or social media company operator. So it brings a full circle back to the information diet. Can you talk a little bit about what I view is sort of the last important piece of this sovereignty idea. So the whole thrust of our conversation is like ever more choice and tailored life, information, everything for the individual. And I think ownership, you know, the joke like ownership is nine-tenths of the law or whatever applies here too. You mentioned this concept like everyone is an investor now. Behind that, I think is two things like, again, personalization of what you quote-unquote own, but also the source of your income being more capital gains than W-2 or cash or something. Flesh out this concept a little bit for us of
Starting point is 01:12:06 everyone being an investor and how that concept tucks back into the two major themes we've talked about. So first is everyone becomes an investor, meaning in the 1800s everybody was a farmer, the 1900s everybody was in manufacturing, the 2000s everybody becomes an investor. The thing is that the transition from farming to manufacturing obviously led to communism. And, I mean, that was the Industrial Revolution, but it led to massive disruption in the 20th century as people had to acclimatized to what that new world looked like. The other side of it was okay. It was a big deal.
Starting point is 01:12:38 Ideologies were let loose by this thing. What happened was interesting by the late 20th century, the thing that people had denounced was then romanticized. Oh, all the good manufacturing jobs are now going overseas. This thing that 100 years ago, people thought of as horrible relative to farming, now that thought of as great jobs, you know, look, I could just work a job and come back or or no. So now what is happening in people, I think, with some legitimacy, you know, or some justification,
Starting point is 01:13:02 you know, bemoan the financialization of the economy. Everything is finance, finance, finance. But I think what's going to happen is we're going to actually lean into that. And what I mean by that is there's many different trends, which when I say the statement, everybody becomes an investor. That can be interpreted on many levels. First is, it's true in the sense of social media. Everybody became a publisher.
Starting point is 01:13:22 Three billion people are now writing online, posting online each day. This is a massive increase, obviously, from even 25 years ago. So the Unabomber, you know why he sent all those bombs to everybody and, like, people at universities and elsewhere? All I know about him is Kaczynski's like weird philosophical writings when you read them are bizarrely interesting and strange, but I don't know why he sent the bombs. So the thing is, this is a genius mathematician, right? Also a lunatic.
Starting point is 01:13:49 But basically, he killed people for the distribution. At the time, getting an op-ed in the Washington Post was really hard. So this guy was such a attention-seeking clickbait guy, Aprae-Lenon. he would kill people for the distribution. And so remember, the guy's smart. His content parses to some extent. There's like a logical consistency there. By the way, he was a research mathematician at Berkeley that was proving theorems,
Starting point is 01:14:17 like really actually off the chart smart in some ways. Where I disagree with him, by the way, is the idea that one can optimize for humanity while trying to reverse the art of technology. I think you just lead to mass starvation and be bad. He idealizes this nature thing. I will say this, so at least Kaczynski sort of had skin in the game in the sense of We went and lived in the woods, and many other people who idealized a sort of anarcho-primidivistic thing do not do that. But be that as a main point is that this guy who was smart, whose writings parsed on the service level is willing to kill for the distribution.
Starting point is 01:14:48 Now, with those lenses, think about Twitter. A lot of people there who are smart but lunatics are not necessarily willing to kill for the distribution, though we haven't given them the opportunity. They're certainly willing to scream for it, certainly willing to attack you to kill people's reputations, to lie and to do whatever, Jaws for the attention. It might be 100 X Kachinsky, it might be a thousand, 10,000 X Kachinsky. But that also illustrates how scarce distribution was back then and how abundant is today and how we're still as society, like learning to deal with this. And that's why I think crowd choice and consent and the social smart contract become a big thing where people explicitly opt in to new communities with the constraints. And I say the social smart contract, it means you actually sign a social contract, just like you do, you sign a click through to get onto a site, but much more serious, more like, a docu-sign, you actually read it and sign it. And it's on chain. It's a smart contract. So it's
Starting point is 01:15:38 log. It's clear that you consented at that time for this duration. Your funds are locked up. It's like a genuine commitment that you're making before you enter this startup city, before you enter this network state. That's where I think we land on the far side of it. But right now, we're in this environment era and became a publisher. So that's one level in which you can understand everybody becomes an investor. Every social media platform integrates cryptocurrency. And therefore, or you're not just liking and tweeting, you're constantly investing on things, buying this, selling that. BitCloud is actually like one of the first examples of this.
Starting point is 01:16:07 You know, there's pros and cons of Bitcoin. I won't get into all of that. I'm interested in it because it is a genuinely decentralized social media. Just from a technological perspective, I am an investor in it, but I'm investor in like 500 other things and a small percentage of holding just as disclosure, whatever. The thing about it is actually there's also hive and steam and other things that are like this. And it's still early.
Starting point is 01:16:27 The space is still early. But everything's on chain. So you can do things like print every single tweet ever or the equivalent thereof, print every post ever. You can print out the social graph. You can crawl the social graph. You can search the social graph. All these are things that Twitter and Facebook just don't let you do.
Starting point is 01:16:45 That's one aspect of programmability, but the other aspect is monetization is built in. So the cryptocurrency is built into the edges. So you can pay people, you can invest in them. You can sell and buy. Essentially, it makes the edges more functional. you can actually earn money on them and eventually do real work on them, crowdfunding, sign smart contracts, form real businesses, offer SaaS services for API keys, et cetera, et cetera. All this stuff is happening on decentralized social media.
Starting point is 01:17:10 It's in the early stages. But what's going to happen is we're going to move from social networks to truly digital economies. I think that's going to be the term for them. So now what you've done is you've massively leveled up what is happening online. You've actually got people earning real money. And they're constantly now thinking like an investor all the time. Do I put money into this? Do I put money into that?
Starting point is 01:17:28 The number of investments soars. So does everybody's complexity of their personal finances? I think lots of people will personally incorporate. There's going to be all kinds of tension with existing government laws. If you thought the whole Uber thing was a big thing, independent contractors, everybody becoming an investor will put a similar strain on the system. It's just simply not meant for everybody to basically have a portfolio complexity the size of Soros. Lots of stuff will be built to accommodate this unless stuff is being built.
Starting point is 01:17:54 But that's like one dimension of everybody becomes an investor. A second dimension is that influencers become more important because not everybody can diligence investments. So they'll follow Nava, they'll follow you, they'll follow people in angelist investments and back them. And this is sort of like choosing a boss in a traditional company. In traditional company, you're like, hey, you can go start a company on your own or you can find an executive or a CEO that you respect and join their company and take direction from them, but you also have a more stable income. The same way, you can go and just invest all the money yourself, be an independent investor, or you can join a fund where there's an influencer who has a good track record,
Starting point is 01:18:30 hopefully an on-chain track record, where it's provable returns. Again, on-chain, on-chain, on-chain, because trust is vanishing in the world, but fortunately, computation is rising so we can compensate for the loss of trust with the increase in computation. Both of these are things that are catalyzed by widespread information networks. So you have on-chain, provable returns. People follow those influencers, and now they're giving up some of the returns, whatever percent, for hopefully a reduced risk because this guy is an expert in managing the money. No one can say your company won't go bust, but let's say there's a Buffett or somebody like that might be good for a long time. Also, in this world, very big comes an investor. I think Bitcoin is the no-op, which everybody
Starting point is 01:19:10 holds. I think we have 100 million something people owning crypto today. In 10 years, I think it's very, very, very likely that it's going to be a billion plus, maybe in three billion. That might be even conservative. If inflation hits in a big way, buy Bitcoin. Don't sell Bitcoin. That to me is very obvious, but it's not yet obvious. So I'm just saying it. In that world, the world where everybody holds Bitcoin, everybody is on decentralized social media investing, just like everybody's on Twitter and Facebook tweeting and publishing. That's also the world of Robin Hood being at where the equivalent being there for a long time. That's a world of all these VCs and angels and founders and startups and exits. That's a world of essentially everybody becoming an investor.
Starting point is 01:19:49 Except it's a world where if in the 20th century the 99% were labor and the 1% of her capital, the flip happens this century where the 99% are capital and the 1% are labor. They say the 99% are investors, they're just retail investors trying to get in the deal. They don't want to get screwed, whatever. And the 1% are the founders who can actually turn money into things because that's actually a very rare skill, extremely rare skill. If you're an investor, one of the things that people don't understand until they're an investor is this idea that money is abundant because people are looking around
Starting point is 01:20:18 like, where's the money? I don't see the money. What do you mean money is abundant? Money is abundant for people who are hardworking with good ideas because they're rare. It is actually very non-trivial to convert money into a spaceship into an electric car. A lot of people just think the Fat Cat CEO, you know, just puts their feet up on a desk, orders around Flunkies, but that's really not how it is. Actually, an interesting point is a lot of people who think that. I think it's incredibly important who the political leader is, but unimportant who the corporate leader is. Let's say like really matters. let's say like Bernie is president of the U.S. or whatever, but it doesn't matter who the CEO is. They're completely dispensable and the worker could do the job just as good as the CEO. Interesting
Starting point is 01:20:56 contradiction, interesting way of thinking about it. Another view is, of course, the political and the corporate leader both matter and leadership matters, which is my view. And then there's other view, which is I think now obsolete, I shouldn't say obsolete, but the old school tech view, which is only the corporate leader matters. Political leaders don't. There's like all the innovations happening there. The reason that has now become obsolete is we've all learned what happens when you have terrible political leadership. San Francisco literally just need to keep the lights on. They need to keep the poop out of the streets, the lights on, and they literally couldn't even manage that, like PG&E with power outages. They couldn't even do that because they inherited
Starting point is 01:21:30 the system they couldn't build. One way of thinking about that, by the way, is San Francisco city government, the U.S. government in general, imagine a board meeting where the board just basically assumes that after they all finish their stupid political knife fighting and they write down what should be done that the company can just execute on it. Imagine if 80% of the company was devoted to the board meeting, 90%, 95%, the attention and energy. How well do you think that company does? That's all the political wrangling, not the actual execution itself. So essentially, this model that I'm describing with the hierarchy, where you have a CEO who appoints themselves digitally, just like you appoint yourself the founder of a company who is the founder and people fold into you,
Starting point is 01:22:10 that's a model that selects for both competency and literacy for the ability to actually execute, not just to inherit the thing. Everybody becomes an investor. We talked about the decentralized media aspect. We talked about the crypto aspect. We talked about the fact that everybody is doing VC and Robin Hood and Angel and this type of stuff. We talk about the sheer numbers going from roughly 325,000 people, I think, with Bloomberg terminals to easily 30 million plus on crypto. It's actually more like 100 million on crypto alone.
Starting point is 01:22:32 So you add in Robin Hood and so on that you're talking probably hundreds of millions. Also adding all the Chinese stuff that's happening. Add in the fact that governments are now going to be competing on money. Like most people don't understand this yet. But we are entering the age of global monetary competition. All these constants are becoming variables. The dollar is facing serious competition from both the digital yuan and Bitcoin, both on different flanks. And the people who run the dollar take this complete for granted.
Starting point is 01:22:58 That's why they're printing all this money. They're trying to sanction various people, all these people, like thousands of different sanction programs around the world. They got pushback, though, recently. Like they tried to sanction not Russia and China, Iran, but Germany and India, who are allies. the US government tried to do that. Germany over Nord Stream 2 for like a pipeline they were building with Russia and India for buying some like missiles from Russia to use versus China or something.
Starting point is 01:23:22 I don't remember exactly what came with the Indian situation, but the German situation, the U.S. at first talked a real tough game and then kind of backed off. And one of the things I think we're seeing is the limits of American power, where empire is receding abroad because now the Democrat and a Republican really has the appetite for more, forever wars. And the little rips in the matrix like Crimea and ISIS and China in the South China Sea, Iran quasi-going nuclear or whatever is happening there. In North Korea, kind of doing its springsmanship, all of those kinds of rips in the space-time continuum are sort of on like the borders of empire. But it's like rumblings, presages, the U.S. sort of gravitationally contracting
Starting point is 01:24:01 and troops coming home and less overseas intervention because it can't. Now, this is something which is maybe a long-term arc, but there's huge possible disruptions to that. In particular, one thing I'm concerned about is that people will try to stoke a war with China as a cure for the internal division in America. So I know that there are some people, I think, misguided who are doing this. It's sort of like have a baby to save the relationship, but actually worse than that, which is to say, like it's not like the war on terror led to a more unified America.
Starting point is 01:24:35 everything gets politicized. It just led to this gigantic surveillance state where Republicans built the surveillance state in the early 2000s in the debate. The Batman movies at that time, there's like, should we use the power and so on and stuff? Like 15 years later, that surveillance state is now being used to track Republicans. And I think soon it's going to be used to track, unfortunately, everybody. House Un-American Activities Committee was actually started to go after Nazis, and then post-World War II was used to go after a communist and McCarthy was running. So lots of these kinds of weapons will be flipped. I expect, for example, that sometime in the 2020s, here's a prediction, okay, that the New York Times
Starting point is 01:25:11 will have something on inflation or Bitcoin that Twitter decides to fact check because Jack actually recognizes that a lot of the stuff that their writing is incorrect. So I think that's called it a prediction. And then you'll see the New York Times' eyes bulge where they expect this fact check stuff to only be used on the competitors of media corporations, not on themselves. Like, how could they get something wrong? oh my God, but I think that's going to happen, especially if it's on something technical, which tech people feel confident in, like the article recently where they said something like
Starting point is 01:25:41 Bitcoin was hacked and it actually wasn't. It was just a traditional subpoena process, but they made it seem like ECDSA was broken, which would be huge news. Without really intending to do this, but it's cool that we have, thinking about the three big things in someone's life, what they consume, the context in which they live, their lives day-to-day, what they own. Those are three big, important things. that determines the quality and direction of somebody's life. You've thought in deep detail about these things much more than I have and much more certainly than most people listening have.
Starting point is 01:26:11 It's hard to think about these things at a deep level. If you had to turn these into like RX, like into a prescription for people listening saying, wow, these are things I haven't really thought about. I want to take some next step. How would you turn all of what we've talked about into that RX just at a high level for those listening that want to do more? monetarily, I'd say buy Bitcoin, and if you're more adventurous, also buy ETH, like 50% BTC and 50% ETH, put into what you can afford to just never think about.
Starting point is 01:26:42 Literally, if it goes to zero for years, drops 80%. You don't even care. You're not looking at the price. If you want to, like Coinbase has pretty good security, but there's cold storage services also. So do that, number one, because that alone, I think, is the dumbest but most obvious thing to do to prepare yourself for five or 10 years or more of significant financial and monetary disruption. Number one. Number two, if you're interested in health, there's a few things that I think
Starting point is 01:27:09 are producing pretty darn good results now among like the tech crew, whether it's a Fitbit or an Apple Watch or a whoop or an Ura or something like that. You should probably get something like that. Optimize your sleep. There's also cheaper ways of doing it. Stuff like eight sleep, for example, it's like a really good mattress. There's Casper getting a really good mattress given that you're spending 33% of your time sleeping, very important. Don't skimp on that, even if it's whatever thousands of dollars is like, it's probably worth it if it gives you even 10% better sleep. If you have noisy things around children or construction or something, figure out how you can get, whether it's headphones or move or something to like truly limit noise when sleeping because
Starting point is 01:27:47 you'll track your sleep and you'll start to see those things that improve it. You know, for example, cutting out drinking at night and so on. Okay. So the intermittent fasting stuff is talked about, but it's not like very precise often. When do you fast? How do you fast? OMAD is something that a lot of tech people are doing now that is, I think, very effective where it's what sounds like one meal a day. Basically, the simplest version is you have a one hour or two hour window where you can eat in that window. You can basically eat whatever you want. You should eat healthy food, but you can basically eat what you want. And you just don't eat outside that. Some people do dinner 6 to 8 p.m. so they can eat with a family. And that's it. Basically, it's very easy to remember. It's essentially like it,
Starting point is 01:28:25 significant calorie restrictions, because as long as you just don't eat at other times, and again, the habit of not eating at other times, it's kind of hard to eat a full day in one meal. The satiety kicks in. But it's like 50% or more dropping calories, so you start just dropping weight. It's also simpler because you just have fewer dishes to do and all the type of stuff, right? So, you know, whatever you can do is like lunch 12 to 1 p.m., whatever you want. And then you drink coffee or water or you can have like flavorless water or vitamin zero or something like that over the day, you know, that kind of stuff. And you can track your blood glucose and
Starting point is 01:28:58 make sure that things are getting back to normal. So that's like intermittent fasting and diet. Home gym, if your folks are into that, that's maybe an obvious one. But basically investing in health, if you want to get more serious about it, David Sinclair's podcast and stuff are good to listen to, Harvard professor who's into longevity. And he has kind of a thing of resveratrol, vitamin K, vitamin D, NMN, and metformin as sort of like a combination regime that he takes. And guy looks pretty young. And he's got the science and so on behind it. And he's got the dosages or whatever there. If you want to listen to him, you can do that. Now that stuff is expensive. Metformin you might need to get a prescription for. You can get like a pillbox and start kind of doing that.
Starting point is 01:29:36 That's like a V1 longevity stack. Longevity stuff is going to get bigger and bigger. So these are individual things on wealth. On wealth also, basically, we built actually a search engine for this called teleport.org several years ago. I think had we just done it during COVID times, it would have been 100x bigger. It was fine. It was a fine result or outcome. Nomad list. is also good. But I think search engines for digital nomads are going to be a huge thing where you can punch in and find the best place in the world to live and work. And there's actually multiple map overlays. If you're a single person, you might care where the bars are. Drinking is bad, but whatever, go into the bar if you want. If you're with kids, you might care about where the schools are.
Starting point is 01:30:15 You might care where the airport is. You might care where Starlink is. Gas tax, property tax. All of these are layers on the map. And like superimposing all of them and doing the calculations, very non-trivial, but you can do a first cut on that and try to find, okay, if you could live anywhere, where do you live? And getting a place where you can be outside and their sun is probably good, if you like the sun, finding a place that's congenial. And one of the key concepts, by the way, is you can do longitudinal arbitrage. So once you're outside the office, you just need to be within whatever number of hours of the other people. So plus minus three hours is usually fine. If you're the founder, it's your decision. If, you know, ask your CEO or whatever,
Starting point is 01:30:54 you're an exec. But plus minus three hours probably is manageable, which means if you're in the U.S., South America opens up. Canada opens up. There's an interesting hack, by the way, that I've been thinking a lot about. It's a great website called time.com. There's another thing on Wikipedia with the time zones of the world, which actually more complicated than you might think, because there's like weird fractal things with the small islands and stuff. One interesting hack that I've been thinking a lot about is Guam. It's something where any U.S. resident or a U.S. citizen could just go there. You have basically a permanent visa, but it's within two hours of Asia by time zone. So you can be an American citizen working remote for Asian
Starting point is 01:31:32 companies by living in Guam. I think that's going to be a huge thing. I should probably tweet about the suburbish. I think Guam gets offices built there. Guam, there's also like Northern Mariana Islands and so on and so forth. They've actually got pretty good internet. It's like an island in paradise. So you can be a U.S. citizen and participate in the Asian economy without getting a passport or anything like that or like a permanent residence. All that stuff is hard. It's coming easier. Taiwan has a gold visa and so on. Like I tweeted a bunch of stuff, Taiwan's gold visa, Estonia's East Asian ship. Singapore has stuff. Monaco has stuff. Dubai has stuff. Chile has some stuff. Everybody's trying to attract entrepreneurs. France is trying to do this. So you've got a lot
Starting point is 01:32:07 of choices. But if you just want to remain a U.S. is and then Guam is kind of interesting potentially. I haven't data tested it myself. But I think it's conceptually interesting. as also an example of launch journal arbitrage. Stay in the U.S. territorially, it's a U.S. territory, but work in Asia so that opens up the set of companies that you can potentially work for. It's thinking a little bit, quote, outside the box. So that's wealth. Wealth is by Bitcoin and probably ETH, work remote, minimize consumption if you can.
Starting point is 01:32:34 It's much easier to reduce your expenditure of 5X than to increase your top line 5X. Going remote will do a lot for you on that, just getting out of big cities. Health, we already talked about, obviously, the home gym is kind of. of obvious, the omad, like the intramated fasting, the longevity stack, sleep stuff. I'm not like a huge person on this, but dropped like 30 pounds doing this. Let's see where it goes. I used to be like as jacked as South Asian physiognomy would permit prior to my first startup, like an obsessive in doing anything if I'm doing it.
Starting point is 01:33:03 But startups have a way of prioritizing other things. This is an interesting thing, by the way, is like a CEO or his founder or whatever, you think you're basically always putting everybody else in front of yourself and you're like, oh, I could work out, or I could finish this email. I could work out or I could respond to this deal. Oh, you know, people need me to be there for them. Therefore, I can't be selfish like this. Who cares about my workout? If this, you know, I don't, I can eat healthy. Eventually, I realized that was actually a false economy, like going to credit card debt, maybe an obvious point, but the younger you are, the easier it is to do that without realizing you're putting miles on something,
Starting point is 01:33:35 putting a credit card debt. And actually what you want to do is do something where it's communicate to people like, yeah, we're all going to invest, not just me as founder or me as CEO, but you, as an individual, we all want you to invest in your health. And don't be ridiculous about it, you know, in the sense of sometimes we do need to like crank on something because the site is down or something, you know, but in general, emergency is notwithstanding. You want to budget for your health, time for your health because just in a pure enlightened self-interest manner, that means the CEO is healthy all the way through, the founder's healthy all the way through, the executives and employees are healthy all the way through. Health insurance costs is more
Starting point is 01:34:12 alertness, more fitness, all the type of stuff. So in light, self-interest for your group and focus on health. And the metrics let you do that. You can actually do group health. I think curating your information diet is important. Just going from first principles, like every once in a while, what I'll do is I'll just draw a pie chart of how I'm spending my time and how I want to spend my time on a whiteboard. And it's always like disaligned. And then I think about, okay, how do I kill all these things on my calendar unapologetically and boost these other things? And at least I start vectoring in that direction. Other things I do, whiteboards everywhere, just to have extremely fast boot up, just take notes on something. Some people have paintings. Some
Starting point is 01:34:47 people have photos. I just have whiteboards everywhere with just little notes and equations and thoughts and stuff like that. But it's also useful. There's two books I think are quite good. Nehry Al's Indistractable and James Clearer's Atomic Habits, where they're complementary. James Clearer basically says how to teach yourself to do good things. And Neer says how to stop yourself from doing bad things. The basic idea behind atomic habits is you have a, stimulus, you have a response and you have a reward. So it is not simply enough to say, I must work out. It's like you put your shoes in a spot, like you're running shoes, in a spot that you'll always see, and you have your socks and your shorts or whatever there, so you can change right
Starting point is 01:35:27 in. When you see them, you're like, oh yeah, that reminds me, I'm supposed to work out. You run, and then your reward is something like you post your Fitbit thing somewhere, your proof of work out. You log something. There's something which is like, yeah, I've got an accomplishment. This is the way to kind of hack your brain circuitry. So it's stimulus response reward. This is why people are on Twitter. Hit somebody, you know, get a like, right? But maybe we can use that for good things. And NIR has the inverse of this, like indistractable, how to gain more focus and whatnot. So on the collective stuff, so that's all individual stuff. And I think you need to achieve individual financial independence to achieve ideological independence, to achieve collective independence.
Starting point is 01:36:05 Once you've got a bunch of people who are doing that, who are financial independent, who are healthy, who are mobile, who are conscious about their information diet, then they can work with someone like you or with an influencer more generally or become an influencer or a founder by themselves. By the way, that's a new thing, you know, founding influencer. It's like a concept, just like founding engineer. Founding influencer, I think, is on par with founding engineer where the influencer brings a community and their knowledge of the community. the engineer brings a technology, that's a great co-founder pair. And the community is more forgiving of the bugs. Basically, the product, I shouldn't say the product doesn't matter. The product does matter, but the influencer knows what product the community wants. So now you start basically having software that starts, the key is a hierarchy with a sense of purpose
Starting point is 01:36:50 or something you're doing for the community. You might need to survey them. You might need to talk to hundreds or thousands of people via direct message or what have you. But if you decide to do this, you can probably find something that a bunch of people complain about that you've probably talked about. That's actually something that they would pay for because that shows some commitment. And you just set that up effectively as a SaaS service and you start providing it. And so you organize this online, start the digital stuff. Maybe it is just a summary of content. Maybe it is reviews of things. Maybe it is crowdsourcing of information
Starting point is 01:37:19 this week. Maybe it is helping somebody with something. Maybe somebody's launched something and you want to signal boost them. It's something. You've got some daily action. You've got some common purpose that starts putting this network union together. And then that becomes something that can do more and more things over time. This has been so much fun. I wish we had more time. Maybe we even do find a way to get more time. I ask the same closing question of everybody, which is to ask, what is the kindest thing that anyone's ever done for you? The interesting thing about the question is that kindness almost feels like it was sort of undeserved in a way or was like a bounty of some kind that arrived from you didn't need to do it or whatever. I'm not sure if this is the,
Starting point is 01:37:57 kind of thing anybody's ever done for me, but it was surprising to see some of my former students have made like really touching images or videos, like people who I got into Bitcoin, like in 2013, I taught this class that had 250,000 students and had Bitcoin tutorials in there. That was when Bitcoin was like at 60 bucks. And some people like had their life just totally changed by that. Done very kind things over the year, sent me really nice messages. They're like, you know, I was at X and now I'm at Y, thank you. And just very unexpected gratitude because all I just did was type some stuff online that I knew and I didn't realize it had this positive impact on people.
Starting point is 01:38:38 So that was touching to me because you have a very left brain view of the world or actually right brain is a logical side, right? Left brain is the emotional. I always forget that. Right is emotional. Right. Right. Yeah.
Starting point is 01:38:49 So if you have a very left brain view of the world, it's like, wow, that was unexpected. That was really nice. Thank you. And that's kind of one thing, I think, former students or people online sometimes say just unexpectedly kind things. Well, one thing many, many, many, many years ago, I was kind of a smart ass at times in high school. There's a physics teacher and I was talking about centrifugal force. He was explaining it and was saying, you know, you know when you wash clothes and the drawing machine, yes, what is it, Mr. Sweeney Voss? And how could you possibly have a question now just at the beginning of that?
Starting point is 01:39:24 And I was like, don't you dry clothes in the drawing machine? So that got me kicked out of that class. But there was a kind administrator who allowed me to take physics C electricity and mag, not a C grade, but it's called AP physics electricity and magnetism. I'm not sure if it's still called that. I allowed me to take that just independent study. So I wouldn't fail the course. I would just be able to do it myself.
Starting point is 01:39:48 And I could do that for also mechanics, which is the first half of that. And that was like very kind. He didn't need to do that. And so I was like, this is awesome. I don't have to go to class. And I can just learn it myself out of the book at my own pace when I want to. And that got me into more physics and math and whatnot and taught me how to learn, how to self-bootstrap. Because that same kind of thing of just sort of being a little bit disobedient.
Starting point is 01:40:15 Like I was trolling him. I was. I was a kid. But it was also technically correct, which is the best kind of correct. showing me that small mercy actually put me on a good course where would I say it was a life changing event? No, maybe not a life shooting event, but wouldn't have gotten a good grade had I not been able to do it. I was able to get like a five on everything. And I learned that I should learn faster out of school and help shape my thinking on things. So I don't know if that's a good
Starting point is 01:40:38 version of it, but that's something. I like it. Very consistent with what you've put out there in the world of self-bootstrapping and self-sovereignty and all these things. I've learned a lot today. I really appreciate your time. I'm sure we'll connect again sometime soon. This has been a blast Thank you. Thank you. This episode was brought to you by Canalist. In this four-part miniseries, I sit down with Canalyst client Ryan Cope from American Century Investments and talk about how Ryan found out about Canales, how he got involved in small-cap investing, and his favorite aspects of using the Canalist models for him and his team. In this week's episode, Ryan and I talk about the origins of American Century investments and why he is excited about the small-cap investing space. So, Ryan, I think the right place to begin our conversation today is with a background on American Century and on you and the strategies that you manage will start at the high level with the company.
Starting point is 01:41:27 I think American Century is a name that may ring true for some of the listeners, but I think they'd be surprised that just the scope and the size of it. So just give us a quick overview of American Century where it came from what it does and the scope of the business. Yeah, of course. American Century actually has a really interesting background. So it was founded in Kansas City about 60 years ago as an investment management. firm by Jim Stowers. In the mid-1990s, Jim and his wife, Virginia, were both cancer survivors, and they decided to really make a difference with their wealth. So they gave away 95% of their wealth to found the Stowers Institute for Medical Research, which is a world-class biomedical
Starting point is 01:42:04 research facility here in Kansas City dedicated to understanding and ultimately looking for cures to gene-based diseases like cancer and Alzheimer's. So every year, 40% of our profits in the form of dividends go to fund the work at the Stowers Institute. And since year 2000, that's over a billion dollars. Wow. What's the size of the firm itself in terms of client assets or whatever you think the right measurement is? We're now a global asset management firm with offices across the world and we manage over $225 billion today. What's the nature of the strategies? Like if you had to sum up what united the various strategies that investors participate in, what's the common DNA? Well, American Century We started as a growth shop and in the late 90s introduced a value discipline, which is where I
Starting point is 01:42:51 live today. We really are across the asset spectrum, all types of different strategies and asset allocation models. Whatever people are looking for, American Century has the ability to offer that today. What's your own background and how you got there? So you mentioned the value background. What does that mean to you? These terms have become ubiquitous, but sometimes it means different things.
Starting point is 01:43:10 So what does value mean to you? How did you get to American Century? Yeah. So for me personally, I started at American Century. as an intern in 2008 and full time in 2009 after business school. I've been on the small cap value team since 2012. If you were to ask my parents or my wife, I've been a value investor in my whole life.
Starting point is 01:43:28 If you look in my garage, you'll find my 2015 Honda accord in there. And I think value investing just really resonated with me as a person. And I found a great fit with the small cap value team at American Century. I love that. If you extrapolate the car into the investment strategy, how does that show up most reliably? I think it's always looking for a high quality investment, but paying a good price for that item. And so I think a Honda Accord fits that bill perfectly,
Starting point is 01:43:55 something that's very reliable is not going to get us into trouble as investors or as a driver, but is affordable and was able to buy it at a good price, you know, a discount to its fair value, if you will. What's your perspective on small cap relative to what's become a very large cap dominated market, not just in terms of where the assets are, but just in terms of the companies you here talked about, I'm sure a lot of your portfolio people might be unfamiliar with. Why play in this space relative to the big, fast-growing fang type names? Yeah, so we get super excited about small-cap value stocks every day, and I totally understand why others don't.
Starting point is 01:44:29 But I'm confident that there's going to be a place for active management in the small-cat value space indefinitely. There's significant inefficiency. So we've seen it this year with stocks like GameStop and AMC, which are both in our small cat value benchmark. Unlike in those meme stocks, over long periods of time, it's really fundamentals that drive stock prices. And the ability to efficiently analyze those fundamentals is really what gives us our edge on our small cap value, small cap income team at American Century. If you enjoy this episode, check out join colossus.com. There you'll find every episode of this podcast complete with Transverse.
Starting point is 01:45:08 show notes and resources to keep learning. You can also sign up for our newsletter, Colossus Weekly, where we condense episodes to the big ideas, quotations, and more, as well as share the best content we find on the internet every week.

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